{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example 4: Inverse estimation of soil hydraulic properties using Phydrus and MCMC \n",
    "*Authors: M. Vremec & R.A. Collenteur*\n",
    "\n",
    "---\n",
    "This notebook is part of a manuscript that is currently being prepared (spring 2020): \n",
    "\n",
    "*R.A. Collenteur, et. al. (in preparation) Phydrus: a Python implementation of the Hydrus-1D model.*\n",
    "\n",
    "---\n",
    "In this Notebook the model constructed in the previous example is extended for inverse estimation of soil hydrauilic properties \n",
    "\n",
    "1. generation of Synthethic Data by Forward Simulation \n",
    "2. inverse estimation of soil hydraulic properties using cumulative outflow, profile-averaged water content and matric head data in the objective function\n",
    "---\n",
    "In this notebook it is shown how the MCMC-algorithm can be used to estimate the soil hydrauilic properties for a Phydrus model. Apart from Phydrus being installed, the following Python Packages have to be installed:\n",
    "\n",
    "- [emcee](https://emcee.readthedocs.io/en/stable/user/faq/)\n",
    "- [lmfit](https://lmfit.github.io/lmfit-py/)\n",
    "- [corner](https://corner.readthedocs.io)\n",
    "\n",
    "### 1. Import the Pydrus package"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import the necessary modules\n",
    "import os\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import phydrus as ps\n",
    "import corner\n",
    "import lmfit"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Generation of Synthethic Data by Forward Simulation\n",
    "In the following code block we recreate the model developed in Example 1. We add solute transport to the model to calculate the water ages."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Folder where the Hydrus files are to be stored\n",
    "ws = \"output\"\n",
    "exe = os.path.join(os.getcwd(), \"../../hydrus.exe\")\n",
    "\n",
    "# Create model\n",
    "ml = ps.Model(exe_name=exe, ws_name=ws, name=\"model\",\n",
    "              mass_units=\"mmol\", time_unit=\"days\", length_unit=\"cm\")\n",
    "\n",
    "ml.add_time_info(tinit=0, tmax=730, dtmin=1e-3, print_times=True);\n",
    "ml.add_waterflow(top_bc=3, bot_bc=4)\n",
    "ml.time_info[\"lPrint\"] = False\n",
    "# Add materials\n",
    "m = ml.get_empty_material_df(n=1)\n",
    "m.loc[[1]] = [[0.0, 0.3579, 0.0145, 1.5234, 50, 0.5]]\n",
    "ml.add_material(m)\n",
    "\n",
    "# Define loop for potential root water uptake distribution proposed by Hoffman and Van Genuchten\n",
    "def z_loop(z, r1=10, r2=20):\n",
    "    if z > -r1:\n",
    "        return 1\n",
    "    elif z < -(r1 + r2):\n",
    "        return 0\n",
    "    else:\n",
    "        return(z + (r1 + r2)) / r2\n",
    "\n",
    "bottom = -100  # Depth of the soil column\n",
    "nodes = 150  # Dictretize into n nodes\n",
    "ihead = -500  # Determine initial pressure head\n",
    "\n",
    "profile = ps.create_profile(bot=bottom, dx=1, h=ihead, mat=1)\n",
    "profile[\"Beta\"] = profile.apply(lambda row: z_loop(row[\"x\"]), axis=1)\n",
    "ml.add_profile(profile)\n",
    "\n",
    "ml.add_root_uptake(model=0, crootmax=100, omegac=0, p2h=-1500, p2l=-1500, poptm=[-25])\n",
    "\n",
    "ml.add_obs_nodes([-30])\n",
    "\n",
    "atm = pd.read_csv(\"../data/atmosphere.csv\", index_col=0)\n",
    "ml.add_atmospheric_bc(atm, hcrits=0)\n",
    "\n",
    "# Write the input and check if the model simulates\n",
    "ml.write_input()\n",
    "ml.simulate();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Time to write the input files:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "62.2 ms ± 2.59 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "ml.write_input()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Time to execute Hydrus-1D:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "595 ms ± 25 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "ml.simulate()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Plot the seepage, averaged water content and matric potential over time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [],
   "source": [
    "# extract cumulative outflow, averaged SWC, matric head at 30 cm\n",
    "cum_bottom = ml.read_tlevel()[\"sum(vBot)\"]\n",
    "volume = ml.read_tlevel()[\"Volume\"]\n",
    "m_head = ml.read_obs_node()[31][\"h\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot\n",
    "fix,ax=plt.subplots(nrows=3)\n",
    "ax[0].plot(cum_bottom)\n",
    "ax[0].set_ylabel(\"Cumulative outflow\")\n",
    "ax[1].plot(volume)\n",
    "ax[1].set_ylabel(\"Volume\")\n",
    "ax[2].plot(m_head)\n",
    "ax[2].set_ylabel(\"Matric head\")\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Use lmfit least squares (Marquedt-Levenberg) method to estimate initial conditions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define function to execute Hydrus and compute residuals\n",
    "def residual(pars, data=None):\n",
    "    params = pars.valuesdict()\n",
    "    ks=params[\"ks\"]\n",
    "    n=params[\"n\"]\n",
    "    alfa = params[\"Alfa\"]\n",
    "    ths=params[\"ths\"]\n",
    "    m = ml.get_empty_material_df(n=1)\n",
    "    m.loc[[1]] = [[0.0, ths, alfa, n, ks, 0.5]]\n",
    "    ml.add_material(m)\n",
    "    ml.write_input()\n",
    "    ml.simulate()\n",
    "\n",
    "    sum_seep=np.asarray(ml.read_tlevel()[\"sum(vBot)\"])\n",
    "    volume = ml.read_tlevel()[\"Volume\"]\n",
    "    \n",
    "    if len(sum_seep)<(len(data)/2):\n",
    "        print(\"Hydrus-1D model did not converge under the next given parameters:\", ths, alfa, n, ks)\n",
    "        return data\n",
    "    else:\n",
    "        of = np.concatenate([np.asarray(sum_seep), np.asarray(volume)])\n",
    "        residual = of-data\n",
    "        return np.asarray(residual)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<h2>Fit Statistics</h2><table><tr><td>fitting method</td><td>leastsq</td><td></td></tr><tr><td># function evals</td><td>79</td><td></td></tr><tr><td># data points</td><td>1460</td><td></td></tr><tr><td># variables</td><td>4</td><td></td></tr><tr><td>chi-square</td><td> 140.474886</td><td></td></tr><tr><td>reduced chi-square</td><td> 0.09648000</td><td></td></tr><tr><td>Akaike info crit.</td><td>-3410.09796</td><td></td></tr><tr><td>Bayesian info crit.</td><td>-3388.95320</td><td></td></tr></table><h2>Variables</h2><table><tr><th> name </th><th> value </th><th> standard error </th><th> relative error </th><th> initial value </th><th> min </th><th> max </th><th> vary </th></tr><tr><td> ths </td><td>  0.38567287 </td><td>  2.0422e-04 </td><td> (0.05%) </td><td> 0.39 </td><td>  0.30000000 </td><td>  0.52000000 </td><td> True </td></tr><tr><td> Alfa </td><td>  0.02678099 </td><td>  1.1394e-04 </td><td> (0.43%) </td><td> 0.059 </td><td>  0.00600000 </td><td>  0.22000000 </td><td> True </td></tr><tr><td> n </td><td>  1.44318672 </td><td>  1.8748e-04 </td><td> (0.01%) </td><td> 1.48 </td><td>  1.20000000 </td><td>  1.70000000 </td><td> True </td></tr><tr><td> ks </td><td>  171.122737 </td><td>  0.47996053 </td><td> (0.28%) </td><td> 31 </td><td>  15.0000000 </td><td>  1000.00000 </td><td> True </td></tr></table><h2>Correlations (unreported correlations are < 0.100)</h2><table><tr><td>Alfa</td><td>ks</td><td>0.5932</td></tr><tr><td>n</td><td>ks</td><td>-0.3171</td></tr><tr><td>Alfa</td><td>n</td><td>-0.2011</td></tr><tr><td>ths</td><td>Alfa</td><td>0.1497</td></tr><tr><td>ths</td><td>n</td><td>0.1480</td></tr><tr><td>ths</td><td>ks</td><td>-0.1020</td></tr></table>"
      ],
      "text/plain": [
       "<lmfit.minimizer.MinimizerResult at 0x2469b4b79a0>"
      ]
     },
     "execution_count": 271,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Determine initial, lower and upper boundaries of soil hydraulic properties for the inverse parameter optimization strategies\n",
    "params = lmfit.Parameters()\n",
    "params.add(\"ths\", value=0.39, min=0.3, max=0.52)  # Sandy Clay Loam - soil catalog\n",
    "params.add(\"Alfa\", value=0.059, min=0.006, max=0.22)\n",
    "params.add(\"n\", value=1.48, min=1.2, max=1.7)\n",
    "params.add(\"ks\", value=31, min=15, max=1000)\n",
    "out = lmfit.minimize(residual, params,\n",
    "                kws={'data': np.asarray(np.concatenate([np.asarray(cum_bottom), np.asarray(volume)]))},method=\"leastsq\", epsfcn=1e-6)\n",
    "out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "metadata": {},
   "outputs": [],
   "source": [
    "# extract bottom flux, volume, matric head\n",
    "cum_bottom1 = ml.read_tlevel()[\"sum(vBot)\"]\n",
    "volume1 = ml.read_tlevel()[\"Volume\"]\n",
    "m_head1 = ml.read_obs_node()[31][\"h\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot\n",
    "fix,ax=plt.subplots(nrows=3)\n",
    "ax[0].plot(cum_bottom, label=\"Forward simulation\")\n",
    "ax[0].plot(cum_bottom1, color=\"red\", label=\"Inverse estimation\")\n",
    "ax[0].set_ylabel(\"Cumulative outflow\")\n",
    "ax[1].plot(volume)\n",
    "ax[1].plot(volume1, color=\"red\")\n",
    "ax[1].set_ylabel(\"Volume\")\n",
    "ax[2].plot(m_head)\n",
    "ax[2].plot(m_head1, color=\"red\")\n",
    "ax[2].set_ylabel(\"Matric head\")\n",
    "ax[0].legend()\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Use EMCEE for inverse estimation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████| 200/200 [4:10:37<00:00, 75.19s/it]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The chain is shorter than 50 times the integrated autocorrelation time for 4 parameter(s). Use this estimate with caution and run a longer chain!\n",
      "N/50 = 4;\n",
      "tau: [25.11575018 23.32716557 26.07483055 21.54389042]\n"
     ]
    }
   ],
   "source": [
    "# Determine initial, lower and upper boundaries of soil hydraulic properties for the inverse parameter optimization strategies\n",
    "params = lmfit.Parameters()\n",
    "params.add(\"ths\", value=out.params[\"ths\"].value, min=0.3, max=0.52)\n",
    "params.add(\"Alfa\", value=out.params[\"Alfa\"].value, min=0.006, max=0.22)\n",
    "params.add(\"n\", value=out.params[\"n\"].value, min=1.2, max=1.7)\n",
    "params.add(\"ks\", value=out.params[\"ks\"].value, min=15, max=1000)\n",
    "out_emcee = lmfit.minimize(residual, params, kws={'data': np.asarray(np.concatenate([np.asarray(cum_bottom), np.asarray(volume)]))},\n",
    "                     method=\"emcee\", steps=200, burn=10, thin=5, is_weighted=True)\n",
    "out_emcee"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<h2>Fit Statistics</h2><table><tr><td>fitting method</td><td>emcee</td><td></td></tr><tr><td># function evals</td><td>20000</td><td></td></tr><tr><td># data points</td><td>1460</td><td></td></tr><tr><td># variables</td><td>4</td><td></td></tr><tr><td>chi-square</td><td> 47.3722933</td><td></td></tr><tr><td>reduced chi-square</td><td> 0.03253592</td><td></td></tr><tr><td>Akaike info crit.</td><td>-4997.10511</td><td></td></tr><tr><td>Bayesian info crit.</td><td>-4975.96035</td><td></td></tr></table><h2>Variables</h2><table><tr><th> name </th><th> value </th><th> standard error </th><th> relative error </th><th> initial value </th><th> min </th><th> max </th><th> vary </th></tr><tr><td> ths </td><td>  0.42954644 </td><td>  0.03017426 </td><td> (7.02%) </td><td> 0.38567287198275635 </td><td>  0.30000000 </td><td>  0.52000000 </td><td> True </td></tr><tr><td> Alfa </td><td>  0.02358874 </td><td>  0.00263403 </td><td> (11.17%) </td><td> 0.026780994686597462 </td><td>  0.00600000 </td><td>  0.22000000 </td><td> True </td></tr><tr><td> n </td><td>  1.51267924 </td><td>  0.03291679 </td><td> (2.18%) </td><td> 1.4431867159069791 </td><td>  1.20000000 </td><td>  1.70000000 </td><td> True </td></tr><tr><td> ks </td><td>  183.779643 </td><td>  40.0890477 </td><td> (21.81%) </td><td> 171.12273736818779 </td><td>  15.0000000 </td><td>  1000.00000 </td><td> True </td></tr></table><h2>Correlations (unreported correlations are < 0.100)</h2><table><tr><td>ths</td><td>n</td><td>0.8242</td></tr><tr><td>ths</td><td>ks</td><td>0.7882</td></tr><tr><td>Alfa</td><td>n</td><td>-0.7297</td></tr><tr><td>Alfa</td><td>ks</td><td>0.4001</td></tr><tr><td>n</td><td>ks</td><td>0.3106</td></tr><tr><td>ths</td><td>Alfa</td><td>-0.2285</td></tr></table>"
      ],
      "text/plain": [
       "<lmfit.minimizer.MinimizerResult at 0x246ff05ee50>"
      ]
     },
     "execution_count": 189,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "out_emcee"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 282,
   "metadata": {},
   "outputs": [],
   "source": [
    "cum_bottom2 = ml.read_tlevel()[\"sum(vBot)\"]\n",
    "volume2 = ml.read_tlevel()[\"Volume\"]\n",
    "m_head2 = ml.read_obs_node()[31][\"h\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot\n",
    "fix,ax=plt.subplots(nrows=3)\n",
    "ax[0].plot(cum_bottom, label=\"Forward simulation\")\n",
    "ax[0].plot(cum_bottom2, color=\"red\", label=\"Inverse estimation-EMCEE\")\n",
    "ax[0].set_ylabel(\"Cumulative outflow\")\n",
    "ax[1].plot(volume)\n",
    "ax[1].plot(volume2, color=\"red\")\n",
    "ax[1].set_ylabel(\"Volume\")\n",
    "ax[2].plot(m_head)\n",
    "ax[2].plot(m_head2, color=\"red\")\n",
    "ax[2].set_ylabel(\"Matric head\")\n",
    "ax[0].legend()\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "metadata": {},
   "outputs": [],
   "source": [
    "# functions to save and import lmfit.minimizer results\n",
    "def save_minimizer(minimizerresult, filename):\n",
    "    \"\"\"minimizerresult: MinimizerResult object\"\"\"\n",
    "    with open(filename, 'w') as fp:\n",
    "        fp.write(str(minimizerresult.var_names) + \"\\n\" + (str(list(minimizerresult.params.valuesdict().values()))+ \"\\n\"))\n",
    "    minimizerresult.flatchain.to_csv(filename, mode='a', sep=\";\")\n",
    "def import_minimizer(filename):\n",
    "    \"\"\"minimizerresult: MinimizerResult object\"\"\"\n",
    "    f=open(filename)\n",
    "    lines=f.readlines()\n",
    "    labels = lines[0]\n",
    "    truths = lines[1]\n",
    "    df = pd.read_csv(filename, skiprows=2, index_col=0, sep=\";\")\n",
    "    return df, labels, truths"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Visualize the results\n",
    "The results are a Pandas DataFrame with $n$ the parameter samples, whgere $n$ is calculated as follows:\n",
    "\n",
    "$n = \\frac{(\\text{steps}-\\text{burn})\\cdot\\text{nwalkers}}{\\text{thin}} $\n",
    "\n",
    "## Corner.py\n",
    "Corner is a simple but great python package that makes creating corner graphs easy. One line of code suffices to create a plot of the parameter distributions and the covariances between the parameters. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save/import minimizer results\n",
    "#save_minimizer(out, \"emcee_example1.csv\")\n",
    "df_out, labels, truths = import_minimizer(\"emcee_example.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 280,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 698.4x698.4 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import corner\n",
    "emcee_corner = corner.corner(df_out, truths=truths)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. What happens to the walkers at each step?\n",
    "The walkers take steps in different directions for each step. It is expected that after a number of steps, the direction of the step becomes random, as a sign that an optimum has been found. This can be checked by looking at the autocorrelation, which should be insignificant after a number of steps (NOT SURE HOW TO INTERPRET THIS YET). However it does not seem the case that the parameters converge to come optimum yet, even for the simple Linear model (from Collenteur, Pastas - example EMCEE Hammer)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = df_out.columns\n",
    "\n",
    "fig, axes = plt.subplots(labels.size, figsize=(10, 7), sharex=True)\n",
    "samples = np.asarray(df_out).reshape(int(len(df_out)/100),100,len(df_out.columns))\n",
    "for i in range(labels.size):\n",
    "    ax = axes[i]\n",
    "    ax.plot(samples[:, :, i], \"k\", alpha=0.3)\n",
    "    ax.set_xlim(0, len(samples))\n",
    "    ax.set_ylabel(labels[i])\n",
    "    ax.yaxis.set_label_coords(-0.1, 0.5)\n",
    "\n",
    "axes[-1].set_xlabel(\"step number\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8. Plot some simulated time series to display uncertainty?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Volume')"
      ]
     },
     "execution_count": 286,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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PFRUV2LJlCxYtWoSff/4Z+/fvl9udYZCQkIBWrVqhZ8+eGD58OAYNGoTOnTujRYsWMBqNiIuLi3QRRSPhb2DWn5k3EtFwrfnM7LFnYCL6AUAbjVmPM/OXtmUeB5AN4DpmZiJ6A8CvToHZEmae72lbcsVMCBGr7D0c2M/l6mlmRm1tLUwmE0pLS3H48GHk5uZi3759KCoqwokTJ1BUVISysjJUVlaitrYW1dXVqKqqgslkivCeNUxEhGbNmiEjIwMPPPAAJk6cKAGdcBHorcz7mfmf3tL8KNStsPYqMIqZK21pcitTCCFinPp7yd2487TZbH0U2X77uK6uDiaTySHYPH36tDIcO3YMBw4cwKZNm7B7924UFhaGeK+smjRpgvHjx+P5559HRkZGWLYpok+ggdkmZu7nlLaZmfsGUKAxAF4BMJyZi1TpPQF8grMP/y8H0EUe/hdCCBEJ6j5X7UNVVRUOHz6MH374ARs3bsTevXtx+PBhFBUVec/Qg6SkJNx888149dVX0aRJkyDtgYhG/t7K/BOAmwAMBbBSNSsFgJmZRwdQoDwACQDsXTv9xsx32+Y9DuB2AHUAJjPzt97yk8BMCCFENLI3tZKTk4PHH38cxcX169GwRYsWWL16Nbp16xaiEopI8Dcw6wQgC8BMAFNVs04D2MbMdcEuqL8kMBNCCNGQmM1mlJWVYceOHfjPf/6Dzz77DJWVlR7XSU5OxsKFCzF6tN/XRUSUCOhWZkMggZkQQojGgJlRXl6OZcuW4ZFHHsGBAwc0l8vJyfHYM4WIbp4CM19a/r+QiNYT0RkiMhGRmYjKg19MIYQQIrYREZo2bYrx48dj//79qKurw3fffYdzzz3XYbkJEyZAr9fj6NGjESqpCBVfmoj+N4A/AcgFkAjgDgCvh7JQQgghhAD0ej0uu+wy5ObmoqqqCo8++qgyz2KxICMjAzqdDk8++aTyZqpo2HztxDwPgJ6Zzcz8AYCLQ1ssIYQQQqgZjUa8+OKL2Lt3LzIzM5V0ZsZzzz2HuLg4EBHS0tIwfvx4bNmyRYK1BsiXwKySiOIBbCGil4joAQBJIS6XEEIIITR06dIFeXl5mDNnDrKyslzml5WVYf78+ejbt68SrBERmjdvjr///e8SrEU5XwKzWwDoAfwdQAWADgCuD2WhhBBCCOGeXq/H7bffjn379mHz5s24++670b17d4/rnDp1Cm+88YYSrF1//fU4ffp0mEosfCVvZQohhBCNRHl5OXbu3Im1a9diw4YN2LVrFw4cOICSkhKP63Xp0gUffvghBg8eHKaSxjZ/2zH7HRqdl9sx8wXBKV7gJDATQggh3KuoqMDBgwfx3//+FwsWLEBeXp7bZYkII0eOxIcffoj27duHsZSxI5AGZt1i5kNBKFtQSGAmhBBC+G7Pnj2YO3cuvv76a+zYscPjskajEffccw9mzZoFvV4fphI2btLArBBCCCE0FRUV4eeff8bChQuxYsUKHD9+3O2yOp0OTz31FJ566ikQURhL2bgE2on5aZy9pRkPwACggplTg1rKAEhgJoQQQgRHUVERVqxYgfnz5+P7779HaWmp22UHDRqEt956C71794ZO51MLXAJBvmJGRNcAGMjMjwWhbEEhgZkQQggRGkeOHMH777+P9957z+PVNLuMjAwMHjwYEydOxPDhw5GamipX15wE/VYmEf3GzBcGXLIgkcBMCCGECL2dO3fijTfewIIFC3DixAm/8jAYDGjevDmysrJw0UUXYezYscjOzkZycnLMXHUL9FbmdapJHYBsAMOZOWreqZXATAghhAivwsJCrFy5EkuWLMG2bduQm5uLsrKyoOWv0+nQtGlT9OjRAzfccAMmTJiAli1bNorgLdDA7APVZB2AgwDeY+bCoJUwQBKYCSGEEJHFzCgvL0d+fj727duHnTt3YteuXcjPz0dhYSGOHz+O4uLioG1Pr9cjMzMTV199Ne6991507Nixwbw1Km9lCiGEECIq1NbW4syZMyguLkZBQQGOHz+O/fv3Y//+/Thy5AiOHTuG/fv3o7y83O9ttG/fHg8//DD+9re/wWAwBLH0wRHoFbMsAPcCyAQQZ09n5quDWMaASGAmhBBCND61tbUoKSnB4cOH8fvvv2Pr1q3Yvn07tmzZ4rU3A7WePXti69atUXNFLdDAbCuAOQB+B2CxpzPzz8EsZCAkMBNCCCFij8ViQWlpKfbt24dVq1bh+++/x9KlS+Eutpk2bRpeeOGFMJfSVaCB2VpmHhSSkgWJBGZCCCGEsKuursbOnTuxYMECvPDCCw6BWmpqKk6dOhXRlwg8BWa+lOqfRPQ0EQ0mon72IchlFEIIIYQICqPRiH79+uG5555DXV0dnn/+eWVeeXk59Hp9UN8gDSZfArPzAdwJ4EUAL9uG2aEslBBCCCFEMOh0Ojz22GPYvn07jEajkp6Wlobt27dHsGTafAnMrgXQmZmHM/PFtmFkqAsmhBBCCBEsPXv2RGFhITp16qSknX/++Zg5c2YES+XKl8BsK4C0EJdDCCGEECKkUlJSsG3bNnTp0kVJe+yxx5CRkYGampoIluwsXwKz1gB2E9FSIvrKPoS6YEIIIYQQwZaamopff/0V2dlnn70/evQojEYjbrrpJrdvdIaLL29lDtdKl+YyhBBCCNFQmUwm3HfffXjnnXdc5oU6OAvorUxm/tkWhG2GtS0z+yCEEEII0SDFx8fj7bffxpdffomuXbtGujgKr4EZEU0iogIA2wBsALDR9lcIIYQQokG7+uqrsXXrVjz33HPo2LGjw8sBkeDLrcxcAIOZ+WTQN070EIB/AGhpz5+IpgH4KwAzgPuYeam3fORWphBCCCECVVFRgbKyMrRr1y6k2/F0KzNOK9HJPgCVwS0SQEQdAFwC4LAqrQeACQB6AmgH4Aci6srM5mBvXwghhBBCLSkpCUlJSREtgy+B2TQAa4hoLQDlXVJmvi/Abb8K4BEAX6rSxgHIYeYaAAeIKA/AQAC/BrgtIYQQQoio50tg9g6AH+HUiXkgiOhqAEeZeSsRqWe1B/CbajrflqaVxyQAk2yTZ4hoTzDK5kE6gKDfzm0EpF5cSZ1ok3pxJXWiTepFm9SLq4ZaJ24fZPMlMKtj5in13SIR/QCgjcasxwE8BuBSrdU00jQfgmPmdwG8W99y+YuINri7HxzLpF5cSZ1ok3pxJXWiTepFm9SLq8ZYJ74EZitsV6e+huOtzBJPKzHzaK10IjofQBYA+9WyDACbiGggrFfIOqgWzwBwzIcyCiGEEEI0eL4EZjfZ/k5TpTGAzv5skJl/B9DKPk1EBwFkM/NJW48CnxDRK7A+/N8FwDp/tiOEEEII0dB4DcyYOSscBbFtawcRfQZgJ4A6APdE0RuZYbtt2sBIvbiSOtEm9eJK6kSb1Is2qRdXja5OfGnH7M9a6cz835CUSAghhBAiRvlyK3OAatwIYBSATQAkMBNCCCGECCKvV8xcViBqCuAjZr46NEUSQgghhIhNXvvK1FAJ60P5MYGIxhDRHiLKI6KpkS5POBHRf4iokIi2q9KaE9EyIsq1/W2mmjfNVk97iOiyyJQ6tIioAxGtIKJdRLSDiO63pcd6vRiJaB0RbbXVyzO29JiuFwAgIj0RbSaixbZpqROig0T0OxFtIaINtjSpF6I0IvqCiHbbzjGDY7leiKib7TNiH8qJaHKjrxNm9jjA2kzGV7ZhMYD9AF70tl5jGADoYe2SqjOAeABbAfSIdLnCuP/DAPQDsF2V9hKAqbbxqQBm2cZ72OonAdbmUPYB0Ed6H0JQJ20B9LONpwDYa9v3WK8XApBsGzcAWAvgwlivF9u+TgHwCYDFtmmpE+AggHSnNKkX4EMAd9jG4wGkSb0odaMHcALWhlkbdZ34csVsNoCXbcNMAMOYOVauHA0EkMfM+5nZBCAH1m6jYgIz/wLAub26cbCePGD7e40qPYeZa5j5AAB7d1qNCjMfZ+ZNtvHTAHbB2jtFrNcLM/MZ26TBNjBivF6IKAPAWADvq5Jjuk48iOl6IaJUWH8MzwEAZjYxcylivF5URgHYx8yH0MjrxG1gRkTnEtEQZv5ZNawGkEVE54SxjJHUHsAR1bTbLqJiSGtmPg5YgxScbZMu5uqKiDIB9IX16lDM14vtlt0WAIUAljGz1AvwGqx9Aqu7s4v1OgGsQfv3RLTR1oA5IPXSGUARgA9st77fJ6IkSL3YTQDwqW28UdeJpytmrwE4rZFeZZsXC3zuIkrEVl0RUTKA+QAmM3O5p0U10hplvTCzmZn7wNpjx0Ai6uVh8UZfL0R0JYBCZt7o6yoaaY2qTlSGMHM/AJcDuIeIhnlYNlbqJQ7WR0feYua+ACpgvU3nTqzUC4goHsDVAD73tqhGWoOrE0+BWSYzb3NOZOYNADJDVqLoIl1EuSogorYAYPtbaEuPmboiIgOsQdnHzLzAlhzz9WJnu/3yE4AxiO16GQLgarL2bpIDYCQR/Q+xXScAAGY+ZvtbCGAhrLebYr1e8gHk2640A8AXsAZqsV4vgDWA38TMBbbpRl0nngIzo4d5icEuSJRaD6ALEWXZIvYJsL4EEcu+AnCrbfxWAF+q0icQUQIRZaGRdqdFRATrMyC7mPkV1axYr5eWRJRmG08EMBrAbsRwvTDzNGbOYOZMWM8dPzLzRMRwnQAAESURUYp9HMClALYjxuuFmU8AOEJE3WxJo2DtBSem68XmTzh7GxNo5HXith0zIvoU1hPJe07pfwVwKTPfGIby+SQ9PZ0zMzMjXQwhhBBCCK82btx4kplbas3zFJi1hvUSswmA/RmJbFhf4b3WFt1HhezsbN6wYUOkiyGEEEII4RURbWTmbK15brtkst3LvYiILgZgf4j3G2b+MQRlFEIIIYQIqWPHjqGiogJdukRvO/le2zFj5hXM/LptkKBMCCGEEA3OZ599hvbt26Nr16748MMPva8QIfXuKzMaya1MIYQQQniSkpKCM2fOKNORjH883cr0p69MIYQQQoTZnj17cPTo0UgXo8FSB2UAUFdXF6GSeCaBmRBCCNEAdO/eHRkZGZEuRqMxePDgSBdBkwRmQgghRJQ7cOCAMh6tV3oairS0NABAtD4CJYGZEMLB/v37QUR4/fXXI10UIYTNJZdcooyPHj06giVpWOrq6lBTU+OQtn79emV8x44d4S6SV/LwvxDCQfv27XHsmLUXk8ZwfhCiMbB2OnKWHJu+SUhIgMlkQp8+fbBlyxYA1rqz16fRaERVVVXYyyUP/wshfGYPygDg448/jmBJhBAiMCaTCQCUoMzu0ksvBQBUV1fDbDaHu1geSWAmhHBr4sSJkS6CEEKDXDHz7pVXXnFJGz9+PADg00/Pdr05ZswYWCyWsJXLGwnMhBCNnslkiqoTrxCBuuaaayJdhKj34IMPKuPXXXcdjEYjPv/8cwBA8+bNlXk//PADJk2aFPbyuROxwIyIOhDRCiLaRUQ7iOh+W3pzIlpGRLm2v80iVcZYU1dXJ7/CYsiMGTNw8uRJr8s99NBDYShN6DAzEhISkJKSAovFIp9xEfXMZjNOnPDcHfVXX30V8nIwM6qrq0O+nVC74IILMH/+fJdnyd58801lfM6cOVHztmskr5jVAXiQmc8DcCGAe4ioB4CpAJYzcxcAy23TIgzatWuHW2+9Va4sNBK//fYbNm/erDnv888/x1NPPYXu3bt7zefll18OdtHC6r777gMAVFZWQq/XIyEhIWpfkxcCAG677TZkZGTgt99+c5mnvgUXanfccQcSExMxf/78sG0zFJ588knN9LvvvhsXXnihMt2rVy/N5cItat7KJKIvAfzbNoxg5uNE1BbAT8zczdO68lZm4HJzc9G1a1cAwJAhQ7Bq1aoIl0gE6rzzzkNdXR02b96M5ORkh3ldunRBXl4eACA/Px/t27dX5tnfVjpw4ACysrIAWH/B63QN88kHo9Ho8ro8ABQWFqJly5YRKJEQntmPweTkZJw+fdohTf1GYX2+vzds2ID//Oc/eP3116HX6+tVjvpuK1r4Uk9msxlxcXHK9J49e5TvwhCXLbrfyiSiTAB9AawF0JqZjwOA7W+rCBYtZkyfPl0ZX716tdfL6CL67d69G3l5eXjkkUdc5hUUFCjj9reTnGVmZirjY8aMCXr5wsFisWgGZQDQqlWrqHsbSwg15y6EnD3xxBM+5zVgwAC89dZbaNu2rU/L19bWOkwvXrzY5201JHq9HvPmzVOmu3XrFvG7RhEPzIgoGcB8AJOZubwe600iog1EtKGoqCh0BYwRzpfMfT14RfR7//33HZrAAKD8CgeAnTt3ul3X/oDssmXLAirDoUOH0KFDB5+eaQsmo9GojP/0009gZixYsEBJa9++fYO8EiBix9q1a93Oe/75533Ko7i4WBkvKipCYWGh13Wcf9BdddVVPm2rIfrjH/+I888/X5m+7rrrIliaCAdmRGSANSj7mJntZ8sC2y1M2P5qfoKY+V1mzmbmbLkdEbj8/HyXtJKSkgiURARbbW2t11/WCxcu1Ezft2+fMq4O5uorMzMT+fn5aNmyJb799lu/86mPm2++2eFX//DhwwEA1157rXKLtqCgIKrexhKxx2w2Y9GiRW7nX3HFFS5p9957r8/519bWIj093SGtdevWXtf79ddfXdK0nnlrLNTnpS+//DKCJYH13mskBgAE4L8AXnNK/weAqbbxqQBe8pZX//79WQQGAANgg8GgjFs/HqIhKikpcfg/AuC6ujplvvM89f/a3TQAfvHFF/0qj/O2jh496v/O+bHNhIQEh3kWi8Vh/uzZs0NeHiG0TJ06lePi4hw+g1rHprfj1B11PoMGDVLGzWazskxNTQ2XlpY6rNe2bVuP54loZzab613ml19+OWz7CWADu4uP3M0I9QBgqK0CtgHYYhuuANAC1rcxc21/m3vLSwKzwNk/jJ06deIZM2Yo07W1tZEumvDDypUrXU6o//rXv5T5Widc+//a+cQ0ePBgh+V2797tczmqq6sdTpDhPMHbt1NdXa05/+TJkw7l+fTTT0NeJhEbiouLfV7W048j9WfY3TKLFy+uV/728REjRrgss3TpUiVNr9cr6atXr25w3wkvvviiX+eayy67jG+//fYQleqskAdmsF79mgjgKdt0RwADg5G3L4MEZoGzf4D/+Mc/Okx37NgxwiUT/rj77rtdTu6pqanKfHvakCFDlPFJkyY5zLOzWCyclpZW76AqNzfXpQzLly9Xxh9//PHg7rQTX8q6Y8cOh/LNnTs3pGUSjd++ffs4KyuLp06d6tPy6s+f2Wzm4uJil+MmKyvLY/DmS/6FhYXMzNyqVSuPeZ04ccIhLS4uzmG6Q4cO9aqPSOnWrZtfgZn6zkIohSMwewvAGwB22aabAVgfjLx9GSQwC5z9A7x//35mZh4wYICSdvr06QiXTtRXnz59lP9fs2bNlPFNmzYx89n/96233upwUi4oKHB7Mlu6dKkyr6ioyGsZ3F0lU0+H6iSo/nLz5scff3Qo01tvvRWSMonGr6CggK+77joGwElJSUqQ44n6s/fOO+/wo48+qkw3b95c8xhiZv7oo4+UNIvF4jV/u4qKCiXtiy++cCmDPT/7ePv27ZmZeejQoUramTNn/K2ikFHfmmVmjouL8yswC5dwBGabbH83q9K2BiNvXwYJzPz3zTffOFzFsHO+/eTpwBfRp2nTpg6/gO3jw4cPZ+azJ+KcnBzetGmTMn3JJZd4PJnV56qZ88ne/pzX6dOnlTSDwRCSz9aECRPqdVJWHwMA+MEHH3Q50QvhzahRoxw+RzfffLPH5dVBEgAmIu7SpYsyXVlZ6TYwYz57jP3lL39xuw1P69mDLOdtjBs3ThkfNGgQM7t+J0SL4uJizszMZAA8Y8YMNplMzHx2H5s2bRrZAroRjsBsLQC9KkBrqQ7SQj1IYOY/Twf91KlTlfQ77rgjQiUU/vB0lUo9XVVV5TLf04n34YcfVubbT4Ba1L+4q6qquKCgwOHZlLFjxyrzhw4dWu/927x5M+/du9ft/IyMjHp/gfz8888O+9+nT58G8zyNiA5ax1F5ebnb5Tds2OCyvPrZLmbmJk2auD0u1S9reSuT2rZt2zTLmpyc7JL25JNPKus9++yzSrq7ZzfDyd3zq+vWrVPG1c/SRZNwBGY3A/gKQD6A5wHsAXBDMPL2ZZDAzD+nTp3y+mWsnheue+8icPb/WXx8PDMzz5s3T0lbu3aty/972LBhLr/cveWdlJTkdhn1M27uJCQkKMvk5OTw9ddfz5988onLFbTa2lquqanRLMPll1+ueWXL31/2a9ascVjXYDAowasQ3mgFCffee6/b5e+77z7NdexBEjPzoUOH3H6ejxw5oqS7+xHh7jjQCsLULxnYB+fblvb0tLS0+lZP0D300ENu688+bNmyJdLF1BTywMy6DXQHcA+AvwM4L1j5+jJIYOafvn37eg3MCgsLlXnp6ekSnDUQ9v+Z/fkQdZrW1STn5iO6dOniNu9rrrlGWc7+TKIzddDlTl1dneaJdMiQIQ7Blk6nYwD81FNPcW1trcOtUABsNBq5oqKCLRYL5+bmOuTrz5eH+jk7+3DkyJF65yNij7vgwJ0RI0a4XWfgwIGa+brbprtj1t16JpPJ4eUf+zJJSUket3f11Vcr8yJ9u199xbC0tNTlB2Z9f5iFU7gCs2YALgDQzz4EK29vgwRm/nH+AB84cEBzuRYtWijLnHPOOeEtpKg39a/eiy++WElv3bq1x5OWOl3dtIYW9bJaz4jZ53l7g0v9/Jt6aNWqlXLSd57Xs2dPzXXsz5moh1GjRvlabQ5qamq4U6dODnk99thjcmtTaDp16hR/9913ymelWbNm3KtXL2Xa/pC9M/Xblr1793b4vC1YsEBZztMPDfUzaVq8BSj2+Xq9npmZq6qqvAY29nn9+vVzm2842MvRtWtXJW379u0SmFnzxwwARwD8BGCFbfgxGHn7Mkhg5h/7B/fhhx/2uJzzgSovAkS3kSNHKv+rp59+WkkvLy/3GJgdOHDA5//xsmXLlGW1mr2wz1u1apXX8s6ZM0cz0MrKyuLa2lq3VxQ8BWn2Yd26db5VmhuTJk1yyE+v14elcVwROkuWLOFJkyYF9er/yJEjHd5+NpvNXFNT4/A51ZKSkqIs4/ygv9qpU6e4bdu2ms+rqV8g0Lrt7i1AefvttxlwvOXn7Yq3+kdQMK+anT59mj/66CP+/fffvZ6D1M+XOb/9WlJSwnFxcdykSZOglS3YwhGY7QEQH4y8/BkkMPNPfQItk8mkLP/aa6+FoXTCX+qHh52vgnoKzJiZe/To4fOvTHU+zifn+v5a/fzzz/nRRx9li8XC8fHxmkHWlClTHKbtbe59//33bgOzYHB+KQCwNjsS6ds4wj8XXXQRx8XFcU5OTtDydPe5MxqNPl15ss/397NrX6dt27Zu53ni/FlWB3ta1Fflu3btyqdOnfL7eCgvL1deJHD+0eXp+U77ucpdGS0WS1RfRAhHYDYfQKtg5OXPIIGZf+p7AlAfNJ7eyBOR4/z6vTP18yGeTmi+UL880qNHD66pqeHHHnvM4fV7f3jqKUDdIKz6ikdRURGnpKTw/fffz4sWLWIA/Pnnn/u1fS2VlZUuPSB06dKFjx49yidPnozqLwDhyP7/69WrV9DzBMBt2rRR0tVtjZWUlLhdz96Ia4cOHfw6dgYOHKi5nvrZ0fpasGABz5s3z+38rl27Ouz34MGD670N9bHu/OKNfdi1axfX1tay2Wxms9msHGv2+Z06dar3dqNBOAKzbABHASyF9e3MrwB8FYy8fRkkMPNPfQ9Y9Zdis2bNQlgy4a/Nmzcr/6POnTu7zHd+yD9Q6mdkWrZsGbQrVmaz2aGR3NGjRyvzqqurlVbMw+2DDz7Q/PLo1KkT33HHHfy///1PnkOLcur/W7ACanWeX3/9tea8J554wu16zZs3Z2bHPm7rQ33b9NSpU0q6OjAMNq3HDPbt21evPK688krN48n+wo+7Qf0oRUP9URSOwGwHgPsAXAxguH0IRt6+DBKYuXfmzJl6v0btifoBVecmDETkvfLKK16vaqpf5giUt2fAAvXRRx9x3759o+pt4KNHjzo04Ks1lJWVRbqYwolzX7CBXlXdsmULT5o0iUtLSz1+5n2Z161bNyVtwIABfP3119e7PPa81M9V3XbbbSELzJiZJ0+e7PLZr0+g5O74sVgs/PHHH3s8xkK5X+EQjsDs52Dk4+8ggZk2eyfN/fv358rKSpf5/n6w7eupL9mLyKmqquLvvvuOTSYT9+/f3+v/Vd3cRDA88MADmifM++67Lyj5RyOLxcLLly/nBx54gNPT0zX3/9ChQw3213xDV15e7vDiyezZszk7O5t/+uknh/9Rnz59/N7GyJEj2WAwODQfM3bsWJfl1LcZ//vf//KsWbN406ZN/NVXXynpl1xyid/lsBs/frySX11dHZ86dcqhOY5Q+eabb/jzzz9XtuPuRQct9nWuuuoqpfmmt99+W5n/+++/ewzK/va3v4Vil8IiHIHZKwBmAhgMaS4jqAI5sau/pFNTU12uOvh7wKq7HZEvnvAymUz83nvvOTT6+MQTT3Dr1q35yiuvdGg00pOVK1dybm5u0Mrl/AtW64dAY3bixAneu3cvT5w40aEuevXq5fEYsVgs8hJBCNx6663cunVrXrFiBZeWliqt56v7ALYPxcXF/NJLL9X7uVlfr96o34a2v5iTmJjo8JLLI488EvA+qx9TSExMZMDajmG4riypO0f39W1o+/L2Y0DrWKmqquLi4mLeunUr//vf/+bDhw83+KtlzOEJzFZoDNJcRoDMZjPPmzePT5w44VcApG58D3DtT83fD7f6gc2//vWv9V5f+O/dd9/lZs2a8eTJk5U0e3tb6rcxw33SUnfxEuvszQ/Yh1atWrl9u6x9+/ZMREENksXZDqyHDh3Ks2fP9njVZezYsZyYmMgvvfRSvbbha2DGzA5NaWgNv/76a6C77LZM4Tou1W/uA9odnZtMJiUADuTFBPuLAA1ZyAOzSA+NNTB7/fXXlQ9uTk6O5gfdE62Ds7i42GW+P3zpo00E39ChQxmwvnyh9Yq5fbA/TBxO+fn5XFFREfbtRqOioiKX/8mqVauUH1hLlizhBQsWOMwP5luksU5dr+pnKj0N9T1m6hP8aHUUHoqg6ZdffolYYMbs2qXZL7/84hBA2dMXLVrE7777bkx/h3gKzMg6PzBE9JRWOjM/G3DmPsjOzuYNGzaEY1N+q6urg06ng06n83mdNm3aoKCgQJlu1qwZvvzySwwaNAjx8fFKutlshk6nAxE5rG+fbt26tZIPESllsc/35zNQUlKCFi1aAAB2796Nbt261TuPUKqtrUVcXJxLnTR06v2ZPXs2xo0bhy5durgsN2TIEKxatSqcRRNOLBYLunXrhry8PCVtxIgRWLZsGQwGg+Y6ixYtwrhx48JVxEbLl+Ner9fDbDY7pBUXF6N58+Z+baNr167Ys2ePX2UKxvewt+0EcxuejBkzBkuXLlWmMzIysHfvXuzatQv9+/ePaNmiCRFtZOZsrXm+RwmeVagGM4DLAWQGKe8Gz2Kx4K233sKSJUtQXFyM2tpan9ZTB2UAcOrUKQwbNgyjR49W8jCbzbjzzjuxePFiVFRUoKqqChaLxWG9UaNG4eabbwZgPQBmzpwZ8D6pT17du3cPOL9g2rVrFzp37ozbbrst0kUJqVdffRULFizQnDdq1Kgwl0Y40+l0yM3NxezZs5W0n376ySUo69q1qzJ+zTXXYPLkyTH5RRVqffv2dZiePn26yzK9e/fGvHnz/Mr/o48+8jj/iiuucJh2F5wHqrKyEv/85z+Rnp6upNXngkCgvvvuO4c6zM/PR5MmTdwGZRdccEG4itZwuLuUFsgAIAHA0lDkrTVE+61MdR9qer2eH3jgAT548KDXe+TwcOl71KhRbDKZHLqMiYuL4/T0dJ4+fbpDR85bt251ab9K3f2Hv/7xj38oeUTTSwDqlxM+/vjjSBcnqJw/B82bN1fG1d27lJaWRrqoQsW54V/70LNnTzabzXz06FGH9I4dO0p7aAHQqmv1OTA+Pt7tct27d6/3NnxZR31OLiws5G+//Takt/LUb1+npKSEZBueFBQUcLt27Vzqd9iwYZyamurySEasQbifMYO1Q/PcUOStNUR7YObcQrJ9mDt3rscuJ+zL5eTk8FdffcXDhg1zWP/yyy93G7hde+21Lgf91q1blTR1O0yBsOdh7x4nGjjXRSgO/G+++YbXr18f9Hw9ce5Lz3koKCiI6Wc2ol1tba3DW5tFRUUO8wsLC13+p++++64EaH5wrsdvvvmGmZk/++wzBsCvvPIKM7Nm4ODr8WNftra21ucfpqtXr+a8vDyXPELFnn/v3r1Dtg1vnBtlbugP7QdLyAMzAL8D2GYbdgAoBPD3YOTtyxDtgZmnL9M//OEPXFxcrPlhtS9jD96qq6t51qxZHvPzdpI555xz/DoJuZOUlBR1wYDz/t10001B30ZGRgZ37do16Pl6sm7dOrf/4wEDBjAz85133snnnXdeWMsl6uf06dOcn5+vOa+2tlaz8Vp1a+7CO3u9PfbYY7x9+3aHeeogymQy8cUXX+zQFhkAXrBggc/bCMS2bdt47dq1AeXhyerVq7l169YRfymnpqaGa2trPV6IiDXhCMw6qYb2AOKCka+vQ0MJzLp168bnnHOOS7MGCQkJnJOTwyaTic+cOaMEae4OfK3gbOfOnfzMM89ozlNTdz4bjBNLcXGxks/p06cDystf+/fv56lTp2q27B2qoNGe78KFC4OetzvPPfecst1bb73VYf+++OKLsJVDhJbFYuEJEya4fIaPHTsW6aI1GP4c9+q6jo+Pd2joNFjbEMIuZIEZgOaehkDyrs/QUAKz3377jbdv384zZ850eDbIPtxyyy3cuXNnfvvtt/n48eMeD/yXX37ZbeBxzz33eAxKcnJyghq02PNJTEwMOC+1Dz74gD/77DOvy11wwQWs0+n4xRdfdCjPRRddpIwfOXIkaOVSv/pe346Qb7jhBn711Vf92m6PHj2U7Qa7z0sRfWprax1abo/kj5+Gxp/jora21qGPxrZt2wZ9G0LYhTIwOwBgv+2v87A/kLzrMzSUwEzd8v4PP/zAgwcPdntrypcv3WXLlvG0adN4xYoVDukWi4VHjhzpcX17YJiVlRXw/qmv3gTzJYC4uDiOj4/nO+64w21fieogiYiY+Wx9L1++XBkfOXJk0J7VWb16tcP/pz5BX2Jiot9dWSUkJDj8TzMzM+XLIQaoX7IB3PeBKs7y97h44YUXfK5rOfZEIEIWmEXL0FACM2elpaX88MMPc4cOHfwKzDypra3lq6++mqdOnao532Qy8bx584L2YLy9rHfffbfP66xdu5YfffRRt0GXug5mz56t+abhwoULHZZzfgBe3e1JZmamy/Mm/rjrrrsctvmnP/3J53Xt6yxcuJA/+ugjnzu7Vve2oNfrmfns//i2227zaz9Ew3HTTTdJcOajQBsuVdezp9uZEpiJQIQlMANwNYDZtuHKYOXryxDqwMxisfDx48f55MmTXFlZWa+3SmpqarwewFu3blVuU6n7OgTATz75ZDB2IeTUtwB81atXLwbAF1xwAS9btkxJN5vNSgfs6qF169a8evVqhzwGDRrksMztt9/uUI4vv/zSYX6PHj0C3tfOnTv7FTyr96lXr16cnp7O11xzjU/rvvnmm8q64X7pQEQH9WfdHpwHQ15eHo8YMYK3bdsWtDyDbdasWfzTTz/5tKyv/cW6o3471lNvABKYiUCEPDAD8CKA5QButw3LAMwMRt6+DKEOzHbv3s1ExE2aNOGrrrqKly9fzqWlpT4FaG+88YZPB3BeXh6/9dZb/NNPP/G7777Lbdq04dTUVJ+vqERaWVlZvYNJ56DLbvjw4S7P1tgH5/aC7J0Te7rSGIwrkGrqINQ+/P77717X27Bhg8t6BoPBpzeV1Le977333oD3QTRM3bt3Vz4Hzn3f+kv9ebQ3KxFNcnNzOSEhgTt06OD1Cv+ePXuCcqy3bdtWyePEiROay0hgJgIRjsBsGwCdaloPYFsw8vZlCHVgNnPmTJcv1LZt2/LixYu5vLzcY4Bm79uwvgfw7t27g9axbbio66ewsLBeywPgd955h2tra90GWvZBq+81T4GZ81uwJ0+eDMp+qm+TTpw40et6jzzyiGY533vvPWWZoqIi3rlzp8e6kg6vY5v6s7Bx40bNZUwmk89XwJw/jy1atIiqBor//Oc/+/yjZPLkyUEJzDZt2uTwo1HrXCyBmQhEuAKz5qrp5o0pMFuxYoXbL//OnTvz8uXLuaysTPPBd3sLx7FwADu3bu7tYXut+nQ+sWoNjz32mEseWg1F2n3//fcO6ZMmTar3vj3wwAO8cuVKh22ed9559foSuOSSSzT3R93449ixYzkrK4v37t3rtq5EbKuqqnL4PNiDhq1bt7Jer3e4lXfppZfySy+9pBns23n7YRNpzuXy9LKN+gWZP/zhD0Hb7rBhw3jRokU8ZcoUpQ26aKsn0bCELDAD8G8AQwBMAHAQwFwAH8L6VuaEQPKuzxDqwGz//v3coUMHbtGihcOBrx7atGnDa9eudWgMVt3GV6wcwGPHjlX2Nz093eOyWleenIfk5GSeMWOGS/rcuXMd8rjhhhv40ksvdVvfmzdv9vt/ceLECTYajdyzZ0+Hbf7f//2fw3M/5eXlHvPp0qWL2/20f27st0mvuOIKZrbexlG3XxYrnyPh2aJFixw+E+ofgO4G+w8LtSNHjijzf/zxR4fl58yZE4E9c+W8H6NHj/a6bEZGRsBviBORw3ZbtmzJBoOBBw8e7LAtIfwRysDsfgC/2oKydwE8CetLAG0Cybe+Q6gDs5qaGl6xYgXn5OTwXXfdxb169eLExETNk9/48eP52LFjfM0117DBYHC4ohMrsrKylP1+8MEH3S5nX6akpETzuS37L1Vm68O/ffr0cQjm1HmsWLHCa9tejz/+uDKvPiftxYsXK+upm8rYsmWLQ390M2fO9JhPixYt3H5pvvnmmy5dLpWVlfEtt9zi8KV74MABn8stGrfZs2d7DcacB+erTb1793Y4XqKxfTxPP2TcLTt//vyAt/vUU0+5rceSkpKoqiPR8IQsMFMysbb4/yiAzQB22QK0LsHI25chnM1lWCwW3rNnDz/77LMeAzTn4a677gpbGSPN+eQ+ffp0zS5o1Cc2dQe/6kH9MLLzMurn0eyWLl3KALhPnz6aZbMv//777/u8P+ruWtQvJTjn2apVK4/5GI1Gt5+PNm3a8FtvveWQ9vjjjzt0TC5fAsKZ81UuwPp856233soHDhzgNm3auHQ3tHTpUmV9rc/Wjh07lLT27dvzb7/9FoldU9jL8uCDDyrjL730ksdlg8W5mRL78NBDD8kxKQIS8sDMIUOgry1AMwc7b3dDJNoxs1gsvHv3bn7mmWe4T58+DlfHtIZwd3gdafn5+Q77n5SUxIcOHXJYxvnE1r9/fyXNXp/O1M2PqHs/8JU/QU7Hjh01/6d2vj5HqF43Pz/f4Vc3AE5LS3OYTk9Pd7tNIezMZjOPGzfO42fkxhtvdPgcDRw40OEHlHN/ss638RYuXMh5eXm8aNEil7yfffZZn95K9pd6v9TnB2/LBovWIwjq+hHCHyEPzAAYAFwF4GMAJwDMA3BNMPL2ZYh0A7NHjhzhadOmObTEbh+aNWvGgwYN4pqamoiWMRKeeeYZh7po2rSpwwsBzic29RUwk8nk9XaFP22nqd+SLSkp8Wkdd88V2n3xxRdKmro9NnflTkhIUNImTZrkMaCXwEz46ttvv/XYn+bAgQMdPksZGRnKuPOLOs631dVDdna2spz6B1hubm5IOqlWf/bPPfdcZVqrKaFQHCc1NTWs1+u5W7du3K1bNzkmRVCELDADcAmA/wAoAPA1gJsBJAWSpz9DpAMzZusVtHXr1vEtt9zCbdu25dTUVP7b3/7GCxYs0LyNFyvUDb4C4EGDBnFeXp5DV0pq9q6iPLnwwgv9Pjmqb4f62g6UL0GSPW3kyJFe81F3yWSxWFyuTlxwwQUSmImQOHz4sM+fq7KyMp4+fbrm8va2CkePHu0yb9asWUErr/N5Qt1e4owZM1yWD9VxYn8mVavhayH84SkwI+t8/xDRCgCfAJjPzCV+ZxSg7Oxs3rBhQ6Q276Curg4rV67E0aNHce211yIpKSnSRYq42tpaxMfHK9NNmzbFddddhw8++AAAoP4MWiwWmM1mGAwGn/NzzsMbIlLGV65ciaFDh7osU11djeLiYhiNRqSnp2vmo96mOs+Kigo0adLE7Xa7d++OXbt2KekHDx5EVlaWMl1TU4OEhASv2xTCHzU1NTAajQ5pnj5Xjz76KF566SWX9MrKSqSkpMBsNrvMC9bndP369Rg4cKBDnvbjyGAwwGQyKctaLBbo9fqgbl+L+lgP9bZE40VEG5k5W2ueLpCMmfliZn4vkkFZtImLi8PFF1+MiRMnSlBmYzAYsGzZMmW6rKxMCcqc6XQ6j0GZPT81d0GMO88++6wyPm7cOGzcuBHA2RPsJ598gv79+2PIkCG47LLLlGV79OjhNs/x48cr49OmTVPG58+fj/Lycodl27Vr5zCdmZmJzp07Q6/X4/3330d8fDw6derksMyAAQMwd+5cH/dQCPcSEhJQVVWlTKs/r1pmzZqFVq1aAQCGDRumpDdp0kQzKAOswVwwvPfeey5pvXr1AmD9gaYOig4cOBCUbXrTpUuXsGxHxDB3l9LCMcB6G7QQwHZVWnNYu3TKtf1t5i2faLiVKbxbtmxZ0G7PDRkyRFn/oYceqvf66u23a9eOx4wZw2PGjOHq6mrNh+4B8D333KOMJyYmOuSnfj7OYDDwkiVLeNWqVZyens5//vOfHbY5ZcoUl/JYLBaHHg0OHjwot0tESFVUVPj80L7FYuGdO3eyxWJxaVgZAL/22mvKG9H2IdAeNpgdu6CyUzdRo34ZYc6cOWE5Xo4fPy7HpggYwvlWZn0GAMMA9HMKzF4CMNU2PhXALG/5SGDWcJhMJof2yJo2bepXPnV1ddyvXz9u2bKlXw1JbtmyRTP40npmxj6sWrVKeRNU3Y2SXVJSkrJsx44dlbwSExMdno357rvvfCqjnPxFNHJuDgc42y5gUVGRQ/q+ffsC2pa7Dsntae3bt1fS1P3JhlqrVq0YAPfq1Svk2xKNU9QGZtayIdMpMNsDoK1tvC2APd7ykMCs4Vm3bh2fe+65Ht8iC7Vnn33WbRDm6cpeXV2dZn7qVtSdB/VLEL6+oWs/+UtgJqJNXV2dQ28aan379nX47L/zzjt+b8fdjxN1wLZjxw5mZoc2/0LNYrHwwYMHvXY7J4Q7ngKzgJ4xC5HWzHwcAGx/W0W4PCIEBgwYgNzcXLRt2zZiZXjyySfx5z//ud7r2R8wdpaRkYGLLrpIc576+TDnFxfc+fHHHwEAEyZMqF8BhQgxvV6PPn364Pbbb8eNN97oMG/jxo0Ox8Fdd92FtWvXuuSxePFiHDt2zKftNW3a1GH6iy++UMavu+46mM1mnD59uj67EBAiQqdOnRAXFxe2bYrYEY2BmU+IaBIRbSCiDUVFRZEujmigPvzwQ3z00Ufo1q2bQ/rLL7+MkpL6v9OyatUqNGvWzCXdYrHUO6+ePXvCZDLhk08+qfe6QoTDnDlzkJOT45BGRFi9ejVSUlKUtAsvvNBhmeXLl+OGG25A//79sW/fPq/bcX7xRv1Szp49e/D8888r0/369avXPggRbaIxMCsgorYAYPtbqLUQM7/LzNnMnN2yZcuwFlA0LhMnTsTu3bvx888/Q6fTIT4+HlOmTEGzZs0cmrHwBRHhxIkTbpvYqC+DweDyer4QDUFZWRkmTpyoTL/33nt45JFH8Morr+CWW25BdXU1Tpw4gT/96U9e85o8ebJL2t///ndl/Omnn1bG1W9dC9EQBdSOWVAKQJQJYDEz97JN/wNAMTO/SERTATRn5kc85RFN7ZiJhk25x6+z/mYxm80YMmQI4uLisGrVqnrlM23aNLRq1QqPPvoo6urqALi2vSREY+fLD4v169cjO9u1SSf7uu6+p1JTU11uYUb6O00IX3hqxyyigRkRfQpgBIB0WHsPeBrAIgCfAegI4DCAG9hLO2kSmIloVlRUhG7duuHmm2/GP//5TyXoEyIWPPnkk3juuec8LnPuuediz549LseGt8CssLAQrVu3dkiTwEw0BFEbmAWLBGZCCBG9BgwYAK1ztF6vVxqpHTNmDG666Sb07dsX55xzDnJzc9G7d28AnoOtd999F3fddZcy3Ri+00TjJ4GZEEKIiDp8+DBOnz6N/Px8TJ8+HRkZGXj66adx/vnnK8skJiYiOTkZaWlpMJlMOHToEADvwVZVVRUeeughXHnllbj88stDuh9CBIMEZkIIIaLSueee6/XNzMbwPSWEWsj6yhRCCCECsXfvXgwYMMDt/H/9619hLI0QkSeBmRBCiIjR6XRYt24dKioq8P3332P06NFISkoCYO0o/d57741wCYUIL7mVKYQQIuqYzWbodDppx080Sp5uZUp/EkIIIaKOu67PhGjs5FamEEIIIUSUaBS3MomoCMChEG8mHcDJEG+jIZJ6cSV1ok3qxZXUiTapF21SL64aap10YmbN/iQbRWAWDkS0wd394Fgm9eJK6kSb1IsrqRNtUi/apF5cNcY6kVuZQgghhBBRQgIzIYQQQogoIYGZ796NdAGilNSLK6kTbVIvrqROtEm9aJN6cdXo6kSeMRNCCCGEiBJyxUwIIYQQIkpIYCaEEEIIESUkMPOCiMYQ0R4iyiOiqZEuTzgR0X+IqJCItqvSmhPRMiLKtf1tppo3zVZPe4jossiUOrSIqAMRrSCiXUS0g4jut6XHer0YiWgdEW211csztvSYrhcAICI9EW0mosW2aakTooNE9DsRbSGiDbY0qReiNCL6goh2284xg2O5Xoiom+0zYh/KiWhyo68TZpbBzQBAD2AfgM4A4gFsBdAj0uUK4/4PA9APwHZV2ksAptrGpwKYZRvvYaufBABZtnrTR3ofQlAnbQH0s42nANhr2/dYrxcCkGwbNwBYC+DCWK8X275OAfAJgMW2aakT4CCAdKc0qRfgQwB32MbjAaRJvSh1owdwAkCnxl4ncsXMs4EA8ph5PzObAOQAGBfhMoUNM/8CoMQpeRysJw/Y/l6jSs9h5hpmPgAgD9b6a1SY+Tgzb7KNnwawC0B7SL0wM5+xTRpsAyPG64WIMgCMBfC+Kjmm68SDmK4XIkqF9cfwHABgZhMzlyLG60VlFIB9zHwIjbxOJDDzrD2AI6rpfFtaLGvNzMcBa5ACoJUtPebqiogyAfSF9epQzNeL7ZbdFgCFAJYxs9QL8BqARwBYVGmxXieANWj/nog2EtEkW1qs10tnAEUAPrDd+n6fiJIg9WI3AcCntvFGXScSmHlGGmnSvoi2mKorIkoGMB/AZGYu97SoRlqjrBdmNjNzHwAZAAYSUS8Pizf6eiGiKwEUMvNGX1fRSGtUdaIyhJn7AbgcwD1ENMzDsrFSL3GwPjryFjP3BVAB6206d2KlXkBE8QCuBvC5t0U10hpcnUhg5lk+gA6q6QwAxyJUlmhRQERtAcD2t9CWHjN1RUQGWIOyj5l5gS055uvFznb75ScAYxDb9TIEwNVEdBDWxyBGEtH/ENt1AgBg5mO2v4UAFsJ6uynW6yUfQL7tSjMAfAFroBbr9QJYA/hNzFxgm27UdSKBmWfrAXQhoixbxD4BwFcRLlOkfQXgVtv4rQC+VKVPIKIEIsoC0AXAugiUL6SIiGB9BmQXM7+imhXr9dKSiNJs44kARgPYjRiuF2aexswZzJwJ67njR2aeiBiuEwAgoiQiSrGPA7gUwHbEeL0w8wkAR4iomy1pFICdiPF6sfkTzt7GBBp7nUT67YNoHwBcAeubd/sAPB7p8oR53z8FcBxALay/RP4KoAWA5QBybX+bq5Z/3FZPewBcHunyh6hOhsJ6aXwbgC224QqpF1wAYLOtXrYDeMqWHtP1otrXETj7VmZM1wmsz1JttQ077OfVWK8X2372AbDBdhwtAtAs1usFQBMAxQCaqtIadZ1Il0xCCCGEEFFCbmUKIYQQQkQJCcyEEEIIIaKEBGZCCCGEEFFCAjMhhBBCiCghgZkQQgghRJSQwEwIIYQQIkpIYCaEEEIIESX+H9yh6VySEPQ8AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(nrows=2, figsize=(10,3))\n",
    "\n",
    "inds = np.random.randint(len(df_out), size=100)\n",
    "for ind in inds:\n",
    "    params = df_out.iloc[ind].values\n",
    "    m = ml.get_empty_material_df(n=1)\n",
    "    m.loc[[1]] = [[0.0, params[0], params[1], params[2], params[3], 0.5]]\n",
    "    ml.add_material(m)\n",
    "    ml.write_input()\n",
    "    ml.simulate()\n",
    "    ax[0].plot(ml.read_tlevel()[\"sum(vBot)\"], c=\"k\", alpha=0.1)\n",
    "    ax[1].plot(ml.read_tlevel()[\"Volume\"], c=\"k\", alpha=0.1)\n",
    "ax[0].set_ylabel(\"Cummulative outflow\")\n",
    "ax[1].set_ylabel(\"Volume\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
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}
